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Record W2066389544 · doi:10.15353/cjds.v2i2.79

Reconceptualizing "Special Education" Curriculum in a Bachelor of Education Program: Teacher Candidate Discourses and Teacher Educator Practices

2013· article· en· W2066389544 on OpenAlexaffvenue
Luigi Iannacci, Bente Graham

Bibliographic record

VenueCanadian Journal of Disability Studies · 2013
Typearticle
Languageen
FieldSocial Sciences
TopicDisability Education and Employment
Canadian institutionsTrent University
Fundersnot available
KeywordsBachelorCurriculumPedagogyTeacher educationSpecial educationDisability studiesFocus groupConstruct (python library)SociologyPsychologyMedical educationMedicinePolitical scienceComputer science

Abstract

fetched live from OpenAlex

This paper identifies dominant perceptions neophyte teachers have about students with special needs and/or identified as having a learning disability in order to reconceptualize curricula that may provide them with opportunities to critically deconstruct established notions and extend practices they make available for these students. This is accomplished by examining teacher candidates’ responses to surveys they completed before and after their Bachelor of Education program as well as during focus group interviews. The paper specifically addresses how instructional practices designed for teacher candidates in “special education” classes can ensure that they remain focused on a definition of disability that reinforces and reifies deficit-oriented perspectives of disability. The researchers’ processes and critical reflections are offered as a way of demonstrating how they we were implicated in replicating dominant discourses that universalize and fossilize disability. They also offer their attempts to revise curricula and their practices in ways that address this replication.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.004
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.510
Threshold uncertainty score0.997

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.002
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.057
GPT teacher head0.411
Teacher spread0.354 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations8
Published2013
Admission routes2
Has abstractyes

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